{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f1661ba3-09bf-4748-be7f-7ea580178c61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(color_codes=True)\n",
    "\n",
    "np.random.seed(sum(map(ord, \"regression\")))\n",
    "# titanic = sns.load_dataset(\"titanic\")\n",
    "# titanic = pd.read_csv('./data/titanic.csv')\n",
    "# tips = sns.load_dataset(\"tips\")\n",
    "tips = pd.read_csv('./data/tips.csv')\n",
    "tips.head()\n",
    "# iris = sns.load_dataset(\"iris\")\n",
    "# iris = sns.load_dataset(\"iris\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9419ab6-b175-43d3-a97b-388e8f18ad23",
   "metadata": {},
   "source": [
    "regplot()和 lmplot 都可以绘制回归关系，推荐regplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b65b45f3-ff93-406c-8b38-d5c35c0dd541",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x=\"total_bill\", y=\"tip\", data=tips);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "36ed9c9f-adb8-4572-9688-2b13356797ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", data=tips);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "16eab667-6d67-432e-acb7-eeb604175159",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x=\"size\", y=\"tip\", data=tips);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6cc5e5da-6495-41c5-b1cb-fd5c3ba62cdd",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style=\"whitegrid\", color_codes=True)\n",
    "\n",
    "np.random.seed(sum(map(ord, \"categorical\")))\n",
    "titanic = sns.load_dataset(\"titanic\")\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "iris = sns.load_dataset(\"iris\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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